{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ValidateCode import recognize\n",
    "from captcha.image import ImageCaptcha\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from torchvision.transforms.functional import to_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "str_ = 'CCKS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generator = ImageCaptcha(width=192, height=64,\n",
    "                         fonts=[r'C:\\Windows\\Fonts\\times.ttf', r'C:\\Windows\\Fonts\\cour.ttf',\n",
    "                                r'C:\\Windows\\Fonts\\yugothib.ttf'])\n",
    "img = generator.generate_image(str_)\n",
    "plt.imshow(img)\n",
    "img.save('a.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CCKS'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recognize('a.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
